@inproceedings{364b268693af4d73a22508a945abc319,
title = "On nonintrusive monitoring of electrical appliance load via restricted Boltzmann machine with temporal reservoir",
abstract = "This study proposes a nonintrusive appliance load monitoring framework for estimation of the power consumptions of individual residential appliances by using aggregated total consumption based on Gaussian-softmax restricted Boltzmann machine with temporal reservoir. The proposed method is expected to estimate the hidden states of the appliances well by coding the current situation in the nonlinear temporal dynamics of the power consumption in the reservoir units so as to estimate the appliance-wise consumptions well. The accuracy of the proposed framework is evaluated by using real-world power consumption data sets.",
keywords = "Gaussian Mixture Model, Gaussian-Softmax Restricted Boltzmann Machine, Nonintrusive Appliance Load Monitoring, Reservoir Computing",
author = "Megumi Fujita and Yu Fujimoto and Yasuhiro Hayashi",
note = "Funding Information: A part of this work was supported by the Japan Science and Technology Agency (JST), Core Research for Evolutional Science and Technology (CREST) Program, under Grant JPMJCR15K5. Publisher Copyright: Copyright {\textcopyright} 2020 by SCITEPRESS - Science and Technology Publications, Lda. All rights reserved; 12th International Conference on Agents and Artificial Intelligence, ICAART 2020 ; Conference date: 22-02-2020 Through 24-02-2020",
year = "2020",
language = "English",
series = "ICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence",
publisher = "SciTePress",
pages = "902--909",
editor = "Ana Rocha and Luc Steels and {van den Herik}, Jaap",
booktitle = "ICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence",
}